\relax 
\catcode`"\active
\catcode`<\active
\catcode`>\active
\@nameuse{es@quoting}
\providecommand\@newglossary[4]{}
\@newglossary{main}{glg}{gls}{glo}
\@newglossary{acronym}{alg}{acr}{acn}
\providecommand\@glsorder[1]{}
\providecommand\@istfilename[1]{}
\@istfilename{tesis.ist}
\@glsorder{word}
\select@language{spanish}
\@writefile{toc}{\select@language{spanish}}
\@writefile{lof}{\select@language{spanish}}
\@writefile{lot}{\select@language{spanish}}
\providecommand*\caption@xref[2]{\@setref\relax\@undefined{#1}}
\newlabel{fig:Escudo2}{{\caption@xref {fig:Escudo2}{ on input line 14}}{1}}
\@writefile{toc}{\contentsline {section}{\'Indice general}{\es@scroman  {i}}}
\citation{AvatarLpez2010property}
\citation{avatarSemantics}
\citation{cantador2008multilayer}
\citation{codinaC10}
\citation{juayek}
\citation{juayek}
\citation{AvatarLpez2010property}
\citation{avatarSemantics}
\citation{evulutionSemantic}
\citation{architectureWeb}
\citation{avatarSemantics}
\citation{codinaC10}
\citation{blanco2008flexibleAvatar}
\citation{juayek}
\citation{imdbPoca}
\citation{juayek}
\@writefile{toc}{\contentsline {section}{\'Indice de figuras}{\es@scroman  {v}}}
\citation{OurPaper}
\citation{OurPaper}
\@writefile{toc}{\contentsline {section}{\'Indice de tablas}{\es@scroman  {vii}}}
\@input{Abstract.aux}
\@writefile{toc}{\contentsline {section}{Resumen}{\es@scroman  {viii}}}
\@input{AbstractENG.aux}
\@writefile{toc}{\contentsline {section}{Abstract}{\es@scroman  {ix}}}
\@writefile{toc}{\contentsline {chapter}{\numberline {1}Introducci\'on.}{1}}
\@writefile{lof}{\addvspace {10\p@ }}
\@writefile{lot}{\addvspace {10\p@ }}
\@writefile{toc}{\contentsline {section}{\numberline {1.1}Planteamiento del Problema.}{1}}
\@writefile{toc}{\contentsline {section}{\numberline {1.2}Antecedentes.}{2}}
\@writefile{lof}{\contentsline {figure}{\numberline {1.1}{\ignorespaces Esquema general del proyecto \IeC {\textquotedblleft }Aplicaci\IeC {\'o}n de Tecnolog\IeC {\'\i }as Sem\IeC {\'a}nticas para Disminuir la Sobrecarga de Informaci\IeC {\'o}n en Usuarios de TV digital\IeC {\textquotedblright }\relax }}{2}}
\newlabel{fig:ANTECEDENTES}{{1.1}{2}}
\@writefile{toc}{\contentsline {section}{\numberline {1.3}Justificaci\IeC {\'o}n.}{3}}
\@writefile{toc}{\contentsline {section}{\numberline {1.4}Objetivos.}{4}}
\@writefile{toc}{\contentsline {subsection}{\numberline {1.4.1}Objetivo General.}{4}}
\@writefile{toc}{\contentsline {subsection}{\numberline {1.4.2}Objetivos Espec\IeC {\'\i }ficos.}{4}}
\@writefile{toc}{\contentsline {section}{\numberline {1.5}Alcance.}{4}}
\@writefile{toc}{\contentsline {section}{\numberline {1.6}Organizaci\IeC {\'o}n de la tesis.}{5}}
\citation{juayek}
\citation{kashyap2008semantic}
\citation{antoniou2004semantic}
\@writefile{toc}{\contentsline {chapter}{\numberline {2}Web Sem\'antica}{6}}
\@writefile{lof}{\addvspace {10\p@ }}
\@writefile{lot}{\addvspace {10\p@ }}
\newlabel{cap:webSemantica}{{2}{6}}
\@writefile{toc}{\contentsline {section}{\numberline {2.1}Introducci\'on a la Web Sem\'antica.}{6}}
\citation{berners2001semantic}
\citation{kashyap2008semantic}
\citation{berners2001semantic}
\citation{berners2001semantic}
\@writefile{toc}{\contentsline {section}{\numberline {2.2}Ontolog\IeC {\'\i }as.}{7}}
\@writefile{toc}{\contentsline {subsection}{\numberline {2.2.1}Definici\IeC {\'o}n.}{7}}
\@writefile{toc}{\contentsline {subsection}{\numberline {2.2.2}Elementos de una Ontolog\IeC {\'\i }a.}{8}}
\@writefile{lof}{\contentsline {figure}{\numberline {2.1}{\ignorespaces Ejemplo de una taxonom\IeC {\'\i }a para la clase mam\IeC {\'\i }feros\relax }}{8}}
\newlabel{fig:taxonomiaMamiferos}{{2.1}{8}}
\citation{berners2001semantic}
\citation{kashyap2008semantic}
\citation{juayek}
\citation{antoniou2004semanticKey}
\citation{semanticweb}
\@writefile{toc}{\contentsline {section}{\numberline {2.3}Definici\IeC {\'o}n de la Web Sem\IeC {\'a}ntica.}{10}}
\@writefile{toc}{\contentsline {subsection}{\numberline {2.3.1}Historia.}{10}}
\citation{evulutionSemantic}
\citation{evulutionSemantic}
\citation{kifer2005realistic}
\citation{kashyap2008semantic}
\@writefile{lof}{\contentsline {figure}{\numberline {2.2}{\ignorespaces Evoluci\IeC {\'o}n de la web Sem\IeC {\'a}ntica. \emph  {Fuente:} \cite  {evulutionSemantic}\relax }}{11}}
\newlabel{fig:evolution}{{2.2}{11}}
\@writefile{toc}{\contentsline {section}{\numberline {2.4}Arquitectura de la Web Sem\IeC {\'a}ntica.}{11}}
\newlabel{sec:ArquitWebSemant}{{2.4}{11}}
\citation{architectureWeb}
\citation{architectureWeb}
\citation{antoniou2004semanticKey}
\@writefile{lof}{\contentsline {figure}{\numberline {2.3}{\ignorespaces Arquitectura de la Web Sem\IeC {\'a}ntica \emph  {Fuente:} \cite  {architectureWeb}\relax }}{12}}
\newlabel{fig:arquitecturawebsemanticaw3c}{{2.3}{12}}
\citation{semanticApps}
\citation{kashyap2008semantic}
\citation{busquet2009design}
\@writefile{toc}{\contentsline {section}{\numberline {2.5}Aplicaciones de la Web Sem\IeC {\'a}ntica.}{13}}
\citation{kashyap2008semantic}
\citation{w3cRDF}
\@writefile{toc}{\contentsline {section}{\numberline {2.6}Est\IeC {\'a}ndares y Tecnolog\IeC {\'\i }as de la Web Sem\IeC {\'a}ntica.}{14}}
\@writefile{toc}{\contentsline {subsection}{\numberline {2.6.1}RDF Schema}{14}}
\@writefile{toc}{\contentsline {subsubsection}{Clases}{14}}
\citation{w3cRDF}
\citation{kashyap2008semantic}
\citation{w3cOWL}
\citation{kashyap2008semantic}
\citation{w3cOWL}
\@writefile{toc}{\contentsline {subsubsection}{Propiedades}{15}}
\@writefile{toc}{\contentsline {subsection}{\numberline {2.6.2}Web Ontology Language - OWL}{15}}
\newlabel{sub:owl}{{2.6.2}{15}}
\citation{xmls}
\citation{kashyap2008semantic}
\@writefile{toc}{\contentsline {subsubsection}{OWL Lite}{16}}
\@writefile{toc}{\contentsline {subsubsection}{OWL DL}{16}}
\@writefile{toc}{\contentsline {subsubsection}{OWL Full}{16}}
\@writefile{toc}{\contentsline {subsection}{\numberline {2.6.3}Extendible Markup Language - \gls {XMLlabel} SCHEMA}{16}}
\citation{xmls}
\citation{martin_older_2006}
\citation{kantor2011recommender}
\citation{foltz_dumais92}
\citation{foltz_dumais92}
\@writefile{toc}{\contentsline {chapter}{\numberline {3}Sistemas de Recomendaci\'on de Contenidos}{18}}
\@writefile{lof}{\addvspace {10\p@ }}
\@writefile{lot}{\addvspace {10\p@ }}
\newlabel{cap:sistemasRecomendacion}{{3}{18}}
\@writefile{toc}{\contentsline {section}{\numberline {3.1}Introducci\'on.}{18}}
\@writefile{toc}{\contentsline {subsection}{\numberline {3.1.1}Historia}{18}}
\newlabel{subsec:HistCap3}{{3.1.1}{18}}
\citation{ceccaroni2003tv}
\citation{schafer2001commerce}
\citation{kantor2011recommender}
\@writefile{toc}{\contentsline {subsection}{\numberline {3.1.2}Definici\IeC {\'o}n}{20}}
\@writefile{toc}{\contentsline {subsection}{\numberline {3.1.3}Problema de Fondo}{20}}
\@writefile{toc}{\contentsline {section}{\numberline {3.2}Tipos de Sistemas de Recomendaci\'on.}{20}}
\newlabel{sec:tiposDeSistemas}{{3.2}{20}}
\citation{adomavicius2005toward}
\citation{belkin1992information}
\@writefile{toc}{\contentsline {subsection}{\numberline {3.2.1}Sistemas de Recomendaci\IeC {\'o}n basados en el contenido}{21}}
\citation{cantador2008multilayer}
\citation{cantador2008multilayer}
\citation{cantador2008multilayer}
\citation{yu2004probabilistic}
\@writefile{lof}{\contentsline {figure}{\numberline {3.1}{\ignorespaces Sistema de recomendaci\IeC {\'o}n basado en contenidos.\relax }}{22}}
\newlabel{fig:contentBasedRecomenderSistem}{{3.1}{22}}
\@writefile{toc}{\contentsline {subsubsection}{Limitaciones}{22}}
\citation{balabanovic1997fab}
\citation{sarwar2001item}
\citation{sarwar2001item}
\@writefile{toc}{\contentsline {subsection}{\numberline {3.2.2}Sistemas de Recomendaci\'on colaborativos}{23}}
\newlabel{sub:sisRecColaborativos}{{3.2.2}{23}}
\@writefile{lof}{\contentsline {figure}{\numberline {3.2}{\ignorespaces Sistemas colaborativos basado en usuarios\relax }}{23}}
\newlabel{fig:userBasedCollaborative}{{3.2}{23}}
\citation{balabanovic1997fab}
\@writefile{lof}{\contentsline {figure}{\numberline {3.3}{\ignorespaces Sistema colaborativo basado en \IeC {\'\i }tems\relax }}{24}}
\newlabel{fig:itemBasedColaborative}{{3.3}{24}}
\@writefile{toc}{\contentsline {subsubsection}{Limitaciones}{24}}
\newlabel{subsub:limitaciones}{{3.2.2}{24}}
\@writefile{toc}{\contentsline {subsubsection}{Ejemplo de filtrado colaborativo}{25}}
\@writefile{lof}{\contentsline {figure}{\numberline {3.4}{\ignorespaces Sistema de recomendaci\IeC {\'o}n colaborativo basado en items\relax }}{26}}
\newlabel{fig:recomendadorColaborativo}{{3.4}{26}}
\@writefile{lof}{\contentsline {figure}{\numberline {3.5}{\ignorespaces Matriz de similaridad de Usuarios\relax }}{26}}
\newlabel{fig:recomendadorColaborativoUsuario}{{3.5}{26}}
\citation{cantador2008multilayer}
\@writefile{toc}{\contentsline {subsection}{\numberline {3.2.3}Sistemas de Recomendaci\'on h\'ibridos}{27}}
\newlabel{hibridos}{{3.2.3}{27}}
\citation{sistemasRecomendacion}
\@writefile{toc}{\contentsline {subsection}{\numberline {3.2.4}Otros criterios de clasificaci\'on}{28}}
\newlabel{sub:otrosCriterios}{{3.2.4}{28}}
\@writefile{toc}{\contentsline {section}{\numberline {3.3}Sistemas de Recomendaci\'on sem\'anticos.}{28}}
\newlabel{SistSemanticos}{{3.3}{28}}
\citation{berners2001semantic2}
\citation{ziegler04}
\@writefile{toc}{\contentsline {subsection}{\numberline {3.3.1}Uso de las Ontolog\'ias en los Sistemas de Recomendaci\'on}{29}}
\@writefile{toc}{\contentsline {subsubsection}{Sistemas de recomendaci\IeC {\'o}n basados en redes de confianza.}{29}}
\citation{kim2007effective}
\citation{wang2007semantic}
\citation{farsani2006semantic}
\citation{jung2005rdf}
\citation{wang2007semantic}
\@writefile{toc}{\contentsline {subsubsection}{Sistemas adaptables al contexto.}{30}}
\@writefile{toc}{\contentsline {subsection}{\numberline {3.3.2}Modelos que aplican Ontolog\'ias en los Sistemas de Recomendaci\'on}{30}}
\newlabel{usoOntologias}{{3.3.2}{30}}
\@writefile{toc}{\contentsline {subsubsection}{Modelo de Wang y Kong \cite  {wang2007semantic}.}{30}}
\citation{farsani2006semantic}
\citation{jung2005rdf}
\citation{jung2005rdf}
\@writefile{toc}{\contentsline {subsubsection}{Modelo de Khosravi, Farsani y Nematbakhsh \cite  {farsani2006semantic}.}{31}}
\@writefile{toc}{\contentsline {subsubsection}{Modelo de Jung \cite  {jung2005rdf}.}{31}}
\citation{AvatarLpez2010property}
\citation{avatarSemantics}
\citation{avatarSemantics}
\citation{avatarSemantics}
\@writefile{toc}{\contentsline {section}{\numberline {3.4}Estado del arte de los Sistemas de Recomendaci\'on Sem\'anticos.}{32}}
\@writefile{toc}{\contentsline {subsection}{\numberline {3.4.1}Algoritmo de AVATAR \cite  {AvatarLpez2010property} \cite  {avatarSemantics}.}{32}}
\newlabel{AvatarSec}{{3.4.1}{32}}
\@writefile{lof}{\contentsline {figure}{\numberline {3.6}{\ignorespaces Representaci\IeC {\'o}n del Conocimiento de AVATAR. \relax \fontsize  {10.95}{13.6}\selectfont  \abovedisplayskip 11\p@ plus3\p@ minus6\p@ \abovedisplayshortskip \z@ plus3\p@ \belowdisplayshortskip 6.5\p@ plus3.5\p@ minus3\p@ \def \leftmargin \leftmargini \parsep 5\p@ plus2.5\p@ minus\p@ \topsep 10\p@ plus4\p@ minus6\p@ \itemsep 5\p@ plus2.5\p@ minus\p@ {\leftmargin \leftmargini \topsep 9\p@ plus3\p@ minus5\p@ \parsep 4.5\p@ plus2\p@ minus\p@ \itemsep \parsep }\belowdisplayskip \abovedisplayskip { Fuente: \cite  {avatarSemantics}} \relax }}{32}}
\newlabel{fig:representacionAvatar}{{3.6}{32}}
\citation{cantador2008multilayer}
\@writefile{toc}{\contentsline {subsubsection}{Estrategia de recomendaci\IeC {\'o}n basada en el contenido.}{33}}
\@writefile{toc}{\contentsline {subsubsection}{Estrategia colaborativa.}{33}}
\@writefile{toc}{\contentsline {subsubsection}{Recomendaci\IeC {\'o}n Final.}{33}}
\@writefile{toc}{\contentsline {subsection}{\numberline {3.4.2}Modelo h\IeC {\'\i }brido multi-capa basado en ontolog\IeC {\'\i }as \cite  {cantador2008multilayer}.}{33}}
\citation{codinaC10}
\citation{codinaC10}
\citation{codinaC10}
\@writefile{toc}{\contentsline {subsection}{\numberline {3.4.3}Modelo de Victor Codina \cite  {codinaC10}.}{34}}
\citation{semTree}
\citation{semAware}
\citation{bovino2010recomendacion}
\citation{juayek}
\@writefile{lof}{\contentsline {figure}{\numberline {3.7}{\ignorespaces Arquitectura SOA. Fuente: \cite  {codinaC10}\relax }}{35}}
\newlabel{fig:arquitecturaSOA}{{3.7}{35}}
\@writefile{toc}{\contentsline {subsection}{\numberline {3.4.4}Otros Modelos}{35}}
\newlabel{otrosModel}{{3.4.4}{35}}
\citation{juayek}
\citation{fernandez2006avatar}
\@writefile{toc}{\contentsline {chapter}{\numberline {4}Desarrollo e implementaci\IeC {\'o}n del sistema}{37}}
\@writefile{lof}{\addvspace {10\p@ }}
\@writefile{lot}{\addvspace {10\p@ }}
\newlabel{cha:capCuatro}{{4}{37}}
\@writefile{toc}{\contentsline {section}{\numberline {4.1}Introducci\'on.}{37}}
\@writefile{toc}{\contentsline {section}{\numberline {4.2}Caracter\'isticas del sistema.}{37}}
\newlabel{sec:charactSist}{{4.2}{37}}
\@writefile{toc}{\contentsline {subsection}{\numberline {4.2.1}Sistema Base}{37}}
\newlabel{sisBase}{{4.2.1}{37}}
\citation{fernandez2006avatar}
\citation{fernandez2006avatar}
\@writefile{toc}{\contentsline {subsubsection}{Modelo del Sistema AVATAR \cite  {fernandez2006avatar} }{38}}
\@writefile{toc}{\contentsline {subsection}{\numberline {4.2.2}Herramientas de software utilizadas}{38}}
\@writefile{toc}{\contentsline {subsubsection}{Java}{38}}
\citation{apacheJena}
\citation{juayek}
\citation{mySql}
\@writefile{toc}{\contentsline {subsubsection}{NetBeans}{39}}
\@writefile{toc}{\contentsline {subsubsection}{Apache Jena}{39}}
\@writefile{toc}{\contentsline {subsubsection}{MySQL}{39}}
\newlabel{sub:mysql}{{4.2.2}{39}}
\@writefile{toc}{\contentsline {subsubsection}{OMDB API}{40}}
\newlabel{sub:omdb}{{4.2.2}{40}}
\@writefile{toc}{\contentsline {subsection}{\numberline {4.2.3}Arquitectura del Sistema (Modelo de Programaci\IeC {\'o}n)}{40}}
\@writefile{lof}{\contentsline {figure}{\numberline {4.1}{\ignorespaces Arquitectura del Sistema desde la perspectiva de la programaci\IeC {\'o}n\relax }}{40}}
\newlabel{fig:diagramaEstructura}{{4.1}{40}}
\citation{fernandez2006avatar}
\citation{juayek}
\citation{MovieLens}
\@writefile{toc}{\contentsline {subsection}{\numberline {4.2.4}Entradas ontol\IeC {\'o}gicas.}{41}}
\newlabel{sub:entradas}{{4.2.4}{41}}
\gdef \LT@i {\LT@entry 
    {1}{101.82501pt}\LT@entry 
    {3}{56.13458pt}}
\@writefile{toc}{\contentsline {subsection}{\numberline {4.2.5}Conjunto de datos.}{42}}
\newlabel{sub:MovieLens}{{4.2.5}{42}}
\@writefile{toc}{\contentsline {subsubsection}{Usuarios.}{42}}
\@writefile{lot}{\contentsline {table}{\numberline {4.1}{\ignorespaces Rango de edad de Usuarios.}}{42}}
\newlabel{fig:TablaEdadUsuarios}{{4.1}{42}}
\gdef \LT@ii {\LT@entry 
    {1}{101.82501pt}\LT@entry 
    {5}{126.62659pt}}
\@writefile{lot}{\contentsline {table}{\numberline {4.2}{\ignorespaces Ocupaci\IeC {\'o}n de usuarios.}}{43}}
\newlabel{fig:TablaOcupacionUsuarios}{{4.2}{43}}
\@writefile{toc}{\contentsline {subsubsection}{Pel\IeC {\'\i }culas.}{43}}
\citation{fernandez2006avatar}
\citation{blanco2008flexibleAvatar}
\citation{fernandez2006avatar}
\citation{AvatarLpez2010property}
\@writefile{toc}{\contentsline {subsubsection}{Ratings.}{44}}
\@writefile{toc}{\contentsline {subsection}{\numberline {4.2.6}Ontolog\IeC {\'\i }a en uso.}{44}}
\newlabel{OntologiasUsadas}{{4.2.6}{44}}
\@writefile{lof}{\contentsline {figure}{\numberline {4.2}{\ignorespaces Ontolog\IeC {\'\i }a utilizada en el proyecto.\relax }}{44}}
\newlabel{fig:ontologia1}{{4.2}{44}}
\citation{blanco2008flexibleAvatar}
\citation{blanco2008flexibleAvatar}
\@writefile{lof}{\contentsline {figure}{\numberline {4.3}{\ignorespaces Clase g\IeC {\'e}neros en la ontolog\IeC {\'\i }a.\relax }}{45}}
\newlabel{fig:OntologiaGeneros}{{4.3}{45}}
\@writefile{lof}{\contentsline {figure}{\numberline {4.4}{\ignorespaces Conjunto de instancias, propiedades y clases en la ontolog\IeC {\'\i }a \gls {OWLlabel}.\cite  {blanco2008flexibleAvatar}\relax }}{45}}
\newlabel{fig:SubsetOntologias}{{4.4}{45}}
\citation{juayek}
\@writefile{toc}{\contentsline {subsection}{\numberline {4.2.7}Creaci\IeC {\'o}n y enriquecimiento del perfil-ontol\IeC {\'o}gico.}{46}}
\newlabel{sub:creacionOntologia}{{4.2.7}{46}}
\@writefile{lof}{\contentsline {figure}{\numberline {4.5}{\ignorespaces Ejemplo de Api \gls {OMDBlabel}\relax }}{46}}
\newlabel{fig:omdb}{{4.5}{46}}
\citation{juayek}
\citation{juayek}
\@writefile{toc}{\contentsline {section}{\numberline {4.3}Modificaciones realizadas.}{47}}
\@writefile{toc}{\contentsline {subsection}{\numberline {4.3.1}Cambio Diagrama de Base de datos.}{47}}
\newlabel{sub:bd}{{4.3.1}{47}}
\@writefile{lof}{\contentsline {figure}{\numberline {4.6}{\ignorespaces Diagrama Entidad Relaci\IeC {\'o}n utilizado en \cite  {juayek}.\relax }}{47}}
\newlabel{fig:diagramaJuayek}{{4.6}{47}}
\citation{imdbPoca}
\citation{imdbPoca}
\@writefile{lof}{\contentsline {figure}{\numberline {4.7}{\ignorespaces Diagrama Entidad Relaci\IeC {\'o}n creado en el proyecto actual.\relax }}{48}}
\newlabel{fig:DiagramaERenUso}{{4.7}{48}}
\@writefile{toc}{\contentsline {subsection}{\numberline {4.3.2}Restricci\IeC {\'o}n de datos por rendimiento.}{48}}
\citation{juayek}
\citation{juayek}
\@writefile{lof}{\contentsline {figure}{\numberline {4.8}{\ignorespaces Ejemplo de exceso de escritores. Fuente: \cite  {imdbPoca}.\relax }}{49}}
\newlabel{fig:ejemploWriter}{{4.8}{49}}
\@writefile{toc}{\contentsline {subsection}{\numberline {4.3.3}Funciones Gen\IeC {\'e}ricas.}{49}}
\@writefile{lof}{\contentsline {figure}{\numberline {4.9}{\ignorespaces Implementaci\IeC {\'o}n del c\IeC {\'o}digo original por \cite  {juayek}.\relax }}{50}}
\newlabel{fig:CodigoJuayek}{{4.9}{50}}
\@writefile{lof}{\contentsline {figure}{\numberline {4.10}{\ignorespaces Funci\IeC {\'o}n gen\IeC {\'e}rica creada en el proyecto.\relax }}{51}}
\newlabel{fig:FuncionGenerica}{{4.10}{51}}
\@writefile{toc}{\contentsline {section}{\numberline {4.4}Dise\IeC {\~n}o conceptual y estructura modular del sistema de recomendaci\IeC {\'o}n sem\IeC {\'a}ntico.}{51}}
\@writefile{lof}{\contentsline {figure}{\numberline {4.11}{\ignorespaces Arquitectura del Sistema.\relax }}{52}}
\newlabel{arquitecturaTesis}{{4.11}{52}}
\@writefile{toc}{\contentsline {subsection}{\numberline {4.4.1}Par\IeC {\'a}metros de entrada.}{52}}
\citation{juayek}
\@writefile{toc}{\contentsline {subsection}{\numberline {4.4.2}Servicio de recomendaci\IeC {\'o}n.}{53}}
\newlabel{sub:servicioweb}{{4.4.2}{53}}
\@writefile{toc}{\contentsline {subsection}{\numberline {4.4.3}Salida o recomendaci\IeC {\'o}n.}{53}}
\@writefile{toc}{\contentsline {section}{\numberline {4.5}Algoritmos de recomendaci\IeC {\'o}n y n\IeC {\'u}cleo del sistema.}{53}}
\newlabel{sec:nucleoSistema}{{4.5}{53}}
\@writefile{toc}{\contentsline {subsection}{\numberline {4.5.1}Algoritmo de recomendaci\IeC {\'o}n sem\IeC {\'a}ntico por dispersi\IeC {\'o}n \cite  {juayek}.}{53}}
\newlabel{sub:Dispercion}{{4.5.1}{53}}
\@writefile{lof}{\contentsline {figure}{\numberline {4.12}{\ignorespaces Ontolog\IeC {\'\i }a para la pel\IeC {\'\i }cula piratas del caribe\relax }}{54}}
\newlabel{fig:ontologiaPiratasCaribe}{{4.12}{54}}
\citation{juayek}
\citation{AvatarLpez2010property}
\citation{avatarSemantics}
\newlabel{eq:doiPorDisercion}{{4.1}{55}}
\newlabel{eq:doiPorDisercionPonderado}{{4.2}{55}}
\newlabel{eq:sumaDePesos}{{4.3}{55}}
\@writefile{lof}{\contentsline {figure}{\numberline {4.13}{\ignorespaces Pseudoc\IeC {\'o}digo del Algoritmo de Recomendaci\IeC {\'o}n por dispersi\IeC {\'o}n.\relax }}{56}}
\newlabel{fig:algoritmoDispercion}{{4.13}{56}}
\@writefile{toc}{\contentsline {subsection}{\numberline {4.5.2}Algoritmo de Recomendaci\IeC {\'o}n con inferencia Sem\IeC {\'a}ntica \cite  {juayek}\cite  {AvatarLpez2010property}\cite  {avatarSemantics}}{56}}
\newlabel{sub:algoritmoInferencia}{{4.5.2}{56}}
\@writefile{toc}{\contentsline {subsubsection}{\textbf  {Creaci\IeC {\'o}n de las cadenas de secuencias.}}{56}}
\@writefile{lof}{\contentsline {figure}{\numberline {4.14}{\ignorespaces Descripci\IeC {\'o}n del recurso ``Johnny Deep''\relax }}{57}}
\newlabel{fig:ontologiaJohnnyDeep}{{4.14}{57}}
\@writefile{lof}{\contentsline {figure}{\numberline {4.15}{\ignorespaces Representaci\IeC {\'o}n RDF del recurso ``Johnny Deep''\relax }}{57}}
\newlabel{fig:RDFJohnnyDeep}{{4.15}{57}}
\@writefile{lof}{\contentsline {figure}{\numberline {4.16}{\ignorespaces Primera cadena de conexiones\relax }}{58}}
\newlabel{fig:secuenciasPasoUno}{{4.16}{58}}
\@writefile{lof}{\contentsline {figure}{\numberline {4.17}{\ignorespaces Segunda cadena de conexiones, con el actor Johnny Deep\relax }}{59}}
\newlabel{fig:secuenciaPasoDos}{{4.17}{59}}
\@writefile{lof}{\contentsline {figure}{\numberline {4.18}{\ignorespaces Creaci\IeC {\'o}n de la secuencia en la segunda iteraci\IeC {\'o}n\relax }}{59}}
\newlabel{fig:secuenciasPasoDosCompleto}{{4.18}{59}}
\citation{juayek}
\@writefile{lof}{\contentsline {figure}{\numberline {4.19}{\ignorespaces Ejemplo de secuencias de un contenido televisivo\relax }}{60}}
\newlabel{fig:secuenciasFinal}{{4.19}{60}}
\@writefile{toc}{\contentsline {subsubsection}{\textbf  {B\IeC {\'u}squeda de relaciones rho-path}.}{61}}
\@writefile{lof}{\contentsline {figure}{\numberline {4.20}{\ignorespaces Descomposici\IeC {\'o}n individual de secuencias \relax }}{61}}
\newlabel{fig:secuenciasSeparadas}{{4.20}{61}}
\citation{juayek}
\@writefile{lof}{\contentsline {figure}{\numberline {4.21}{\ignorespaces Relaciones \emph  {Rho-Path}\relax }}{62}}
\newlabel{fig:RelacionesRhopath}{{4.21}{62}}
\@writefile{toc}{\contentsline {subsubsection}{\textbf  {B\IeC {\'u}squeda de relaciones \emph  {rho-join}}}{62}}
\@writefile{toc}{\contentsline {subsubsection}{\textbf  {C\IeC {\'a}lculo del \gls {DOIlabel} para un recurso de programaci\IeC {\'o}n televisiva}.}{62}}
\newlabel{eq:doiPorInferencia}{{4.4}{62}}
\@writefile{toc}{\contentsline {section}{\numberline {4.6}M\'odulos complementarios.}{63}}
\newlabel{sub:modulos}{{4.6}{63}}
\@writefile{toc}{\contentsline {subsection}{\numberline {4.6.1}Informaci\IeC {\'o}n de Estereotipos}{63}}
\newlabel{sub:estereotipos}{{4.6.1}{63}}
\@writefile{toc}{\contentsline {subsubsection}{Divisi\IeC {\'o}n de los estereotipos.}{63}}
\@writefile{toc}{\contentsline {subsubsection}{Construcci\IeC {\'o}n de los Estereotipos.}{64}}
\@writefile{toc}{\contentsline {subsubsection}{Recomendaci\IeC {\'o}n mediante estereotipos.}{64}}
\@writefile{toc}{\contentsline {subsection}{\numberline {4.6.2}Selector de propiedades sem\IeC {\'a}nticas}{64}}
\newlabel{sub:selectorPropiedades}{{4.6.2}{64}}
\citation{knn}
\@writefile{toc}{\contentsline {subsection}{\numberline {4.6.3}Algoritmo de vecinos cercanos (KNN).}{65}}
\newlabel{sub:knn}{{4.6.3}{65}}
\@writefile{lof}{\contentsline {figure}{\numberline {4.22}{\ignorespaces Ejemplo de KNN.\relax }}{65}}
\newlabel{fig:knn}{{4.22}{65}}
\newlabel{eq:eucli}{{4.5}{66}}
\@writefile{toc}{\contentsline {subsection}{\numberline {4.6.4}Componentes externos no-sem\IeC {\'a}nticos.}{67}}
\@writefile{toc}{\contentsline {chapter}{\numberline {5}Evaluaci\'on del Sistema de Recomendaci\'on}{68}}
\@writefile{lof}{\addvspace {10\p@ }}
\@writefile{lot}{\addvspace {10\p@ }}
\newlabel{cha:capCinco}{{5}{68}}
\@writefile{toc}{\contentsline {section}{\numberline {5.1}Introducci\'on.}{68}}
\@writefile{toc}{\contentsline {section}{\numberline {5.2}Entorno de Prueba.}{68}}
\newlabel{entornoPrueba}{{5.2}{68}}
\@writefile{toc}{\contentsline {subsection}{\numberline {5.2.1}Descripci\IeC {\'o}n del escenario de pruebas.}{69}}
\@writefile{toc}{\contentsline {subsubsection}{Preparaci\IeC {\'o}n de los algoritmos de recomendaci\IeC {\'o}n}{69}}
\newlabel{sec:PrepAlgos}{{5.2.1}{69}}
\@writefile{toc}{\contentsline {subsubsection}{Origen de los datos de prueba}{69}}
\newlabel{DiviDatsPrueb}{{5.2.1}{69}}
\citation{codinaC10}
\@writefile{toc}{\contentsline {subsection}{\numberline {5.2.2}Selecci\IeC {\'o}n de Usuarios}{70}}
\newlabel{sub:usuarios}{{5.2.2}{70}}
\@writefile{toc}{\contentsline {subsection}{\numberline {5.2.3}M\IeC {\'e}tricas de evaluaci\IeC {\'o}n}{71}}
\newlabel{eq:MAE}{{5.1}{71}}
\@writefile{toc}{\contentsline {subsection}{\numberline {5.2.4}Presentaci\IeC {\'o}n de Resultados.}{71}}
\@writefile{toc}{\contentsline {section}{\numberline {5.3}An\'alisis de resultados:\\ Evaluaci\'on Cuantitativa.}{72}}
\newlabel{sec:quantivative}{{5.3}{72}}
\@writefile{toc}{\contentsline {subsection}{\numberline {5.3.1}Comparaci\IeC {\'o}n de resultados\\ de los algoritmos de recomendaci\IeC {\'o}n.}{72}}
\@writefile{toc}{\contentsline {subsubsection}{Resultados}{73}}
\@writefile{lof}{\contentsline {figure}{\numberline {5.1}{\ignorespaces Gr\IeC {\'a}fico del \gls {MAElabel} por usuarios, dispersi\IeC {\'o}n vs inferencia sem\IeC {\'a}ntica.\relax }}{73}}
\newlabel{fig:dispvsinf}{{5.1}{73}}
\@writefile{lof}{\contentsline {figure}{\numberline {5.2}{\ignorespaces Gr\IeC {\'a}fico del \gls {MAElabel} final, dispersi\IeC {\'o}n vs inferencia\relax }}{73}}
\newlabel{fig:dispvsinftotal}{{5.2}{73}}
\@writefile{toc}{\contentsline {subsubsection}{Conclusiones del experimento.}{74}}
\@writefile{toc}{\contentsline {subsection}{\numberline {5.3.2}Impacto de las propiedades Sem\IeC {\'a}nticas en la Estimaci\IeC {\'o}n de las Predicciones usando el algoritmo por dispersi\IeC {\'o}n }{74}}
\@writefile{toc}{\contentsline {subsubsection}{Conjunto de datos.}{74}}
\citation{OurPaper}
\citation{OurPaper}
\@writefile{toc}{\contentsline {subsubsection}{Procedimiento.}{75}}
\citation{OurPaper}
\citation{OurPaper}
\@writefile{toc}{\contentsline {subsubsection}{Resultados.}{76}}
\@writefile{lof}{\contentsline {figure}{\numberline {5.3}{\ignorespaces Promedio de error de todos los usuarios en cada una de las pruebas \cite  {OurPaper}.\relax }}{76}}
\newlabel{fig:DispersionMae}{{5.3}{76}}
\citation{OurPaper}
\@writefile{lof}{\contentsline {figure}{\numberline {5.4}{\ignorespaces Promedio de error de todos los usuarios en cada una de las pruebas \cite  {OurPaper}.\relax }}{77}}
\newlabel{fig:DispersionMaeXuser}{{5.4}{77}}
\@writefile{toc}{\contentsline {subsubsection}{Conclusiones del experimento.}{77}}
\@writefile{toc}{\contentsline {subsection}{\numberline {5.3.3}Impacto de las propiedades Sem\IeC {\'a}nticas en la Estimaci\IeC {\'o}n de las Predicciones usando el algoritmo con Inferencia Sem\IeC {\'a}ntica}{78}}
\@writefile{toc}{\contentsline {subsubsection}{Conjunto de datos.}{78}}
\@writefile{toc}{\contentsline {subsubsection}{Procedimiento.}{78}}
\@writefile{toc}{\contentsline {subsubsection}{Resultados.}{79}}
\@writefile{lof}{\contentsline {figure}{\numberline {5.5}{\ignorespaces Promedio de error de todos los usuarios en cada una de las pruebas\relax }}{79}}
\newlabel{fig:InferenciaPropSemMae}{{5.5}{79}}
\@writefile{lof}{\contentsline {figure}{\numberline {5.6}{\ignorespaces Promedio de error por usuario en las pruebas efectuadas\relax }}{80}}
\newlabel{fig:InferenciaPropSemMaeUsu}{{5.6}{80}}
\@writefile{toc}{\contentsline {subsubsection}{Conclusiones del experimento}{80}}
\@writefile{toc}{\contentsline {subsection}{\numberline {5.3.4}Impacto del uso y la retro-alimentaci\IeC {\'o}n de los usuarios del sistema en la Estimaci\IeC {\'o}n de las Predicciones.}{80}}
\newlabel{sub:impactoUso}{{5.3.4}{80}}
\@writefile{toc}{\contentsline {subsubsection}{Conjunto de datos}{80}}
\@writefile{toc}{\contentsline {subsubsection}{Procedimiento}{81}}
\@writefile{lof}{\contentsline {figure}{\numberline {5.7}{\ignorespaces Promedio de error a medida que se incrementan los \IeC {\'\i }tems calificados 160 \IeC {\'\i }tems\relax }}{81}}
\newlabel{fig:maeNumUsuarios}{{5.7}{81}}
\@writefile{toc}{\contentsline {subsubsection}{Resultados.}{81}}
\@writefile{lof}{\contentsline {figure}{\numberline {5.8}{\ignorespaces Promedio de error a medida que se incrementan los \IeC {\'\i }tems calificados, 825 \IeC {\'\i }tems\relax }}{82}}
\newlabel{fig:maeNumUsuarios825}{{5.8}{82}}
\@writefile{toc}{\contentsline {subsubsection}{Conclusiones del Experimento}{82}}
\@writefile{toc}{\contentsline {subsection}{\numberline {5.3.5}M\IeC {\'o}dulo de KNN}{83}}
\@writefile{lof}{\contentsline {figure}{\numberline {5.9}{\ignorespaces N\IeC {\'u}mero de vecinos encontrados, seg\IeC {\'u}n un porcentaje de distancia dada.\relax }}{83}}
\newlabel{fig:knnUsuariosXdistancia}{{5.9}{83}}
\@writefile{toc}{\contentsline {subsubsection}{Procedimiento}{83}}
\@writefile{toc}{\contentsline {subsubsection}{Evaluar la distancia \IeC {\'o}ptima para asegurar un n\IeC {\'u}mero de usuarios con al menos un vecino cercano.}{84}}
\@writefile{lof}{\contentsline {figure}{\numberline {5.10}{\ignorespaces Promedio de vecinos cercanos encontrados para aquellos usuarios con al menos un vecino.\relax }}{84}}
\newlabel{fig:knnUsuariosXporcentaje}{{5.10}{84}}
\@writefile{toc}{\contentsline {subsubsection}{Evaluar el error \gls {MAElabel} con diferente distancia euclidiana para la obtenci\IeC {\'o}n de vecinos cercanos.}{85}}
\@writefile{lof}{\contentsline {figure}{\numberline {5.11}{\ignorespaces MAE del conjunto de 100 usuarios seg\IeC {\'u}n el aumento de la distancia euclidiana.\relax }}{85}}
\newlabel{fig:maeDistanciaPorcentual}{{5.11}{85}}
\@writefile{toc}{\contentsline {subsubsection}{Evaluar el error \gls {MAElabel} con diferente n\IeC {\'u}mero de vecinos para cada usuario.}{85}}
\@writefile{lof}{\contentsline {figure}{\numberline {5.12}{\ignorespaces Error promedio de predicci\IeC {\'o}n por cada n\IeC {\'u}mero de vecinos por usuarios\relax }}{86}}
\newlabel{fig:maePorNumeroVecinosl}{{5.12}{86}}
\@writefile{toc}{\contentsline {subsubsection}{Conclusiones del las pruebas del algoritmo \gls {KNNlabel}}{86}}
\@writefile{toc}{\contentsline {subsection}{\numberline {5.3.6}M\IeC {\'o}dulo de Estereotipos.}{87}}
\@writefile{toc}{\contentsline {subsubsection}{Conjunto de datos}{87}}
\@writefile{toc}{\contentsline {subsubsection}{Procedimiento}{87}}
\@writefile{toc}{\contentsline {subsubsection}{Resultados del Experimento}{88}}
\@writefile{lof}{\contentsline {figure}{\numberline {5.13}{\ignorespaces MAE de los estereotipos\relax }}{88}}
\newlabel{fig:maeEstereotipos}{{5.13}{88}}
\@writefile{lof}{\contentsline {figure}{\numberline {5.14}{\ignorespaces Cruce de las gr\IeC {\'a}ficas\relax }}{88}}
\newlabel{fig:maeCruceEstereotipos}{{5.14}{88}}
\@writefile{toc}{\contentsline {subsection}{\numberline {5.3.7}Comparaci\IeC {\'o}n del algoritmo de recomendaci\IeC {\'o}n por inferencia sem\IeC {\'a}ntica con respecto a KNN}{89}}
\@writefile{lof}{\contentsline {figure}{\numberline {5.15}{\ignorespaces Gr\IeC {\'a}fico del MAE por usuarios, Inferencia sem\IeC {\'a}ntica vs \textsc  {knn}\relax }}{89}}
\newlabel{fig:inferenciaSemanticaVSknn}{{5.15}{89}}
\citation{Evaluaciones}
\@writefile{toc}{\contentsline {subsubsection}{Resultados del experimento}{90}}
\@writefile{lof}{\contentsline {figure}{\numberline {5.16}{\ignorespaces Gr\IeC {\'a}fico del MAE Total del conjunto de usuarios, Inferencia sem\IeC {\'a}ntica vs \textsc  {knn}\relax }}{90}}
\newlabel{fig:knnVSIsMAE}{{5.16}{90}}
\@writefile{toc}{\contentsline {subsubsection}{Conclusiones del experimento}{90}}
\citation{EvaluacionChinos}
\@writefile{toc}{\contentsline {section}{\numberline {5.4}An\'alisis de resultados:\\ Evaluaci\'on cualitativa.}{91}}
\newlabel{qualitativa}{{5.4}{91}}
\@writefile{toc}{\contentsline {subsection}{\numberline {5.4.1}Tipos de evaluaci\IeC {\'o}n cualitativa.}{91}}
\@writefile{toc}{\contentsline {subsubsection}{Evaluaci\IeC {\'o}n desde la perspectiva del sistema}{91}}
\newlabel{subsub:psistema}{{5.4.1}{91}}
\citation{EvaluacionChinos}
\@writefile{toc}{\contentsline {subsubsection}{Evaluaci\IeC {\'o}n desde la perspectiva del usuario.}{92}}
\newlabel{subsub:puser}{{5.4.1}{92}}
\@writefile{toc}{\contentsline {subsection}{\numberline {5.4.2}Planteamiento a futuro.}{92}}
\@writefile{toc}{\contentsline {chapter}{\numberline {6}Conclusiones y Futuras lineas de Investigaci\IeC {\'o}n.}{93}}
\@writefile{lof}{\addvspace {10\p@ }}
\@writefile{lot}{\addvspace {10\p@ }}
\@writefile{toc}{\contentsline {section}{\numberline {6.1}Conclusiones.}{93}}
\@writefile{toc}{\contentsline {section}{\numberline {6.2}Futuras lineas de investigaci\IeC {\'o}n.}{95}}
\@writefile{toc}{\contentsline {chapter}{Anexos}{}}
\@writefile{toc}{\contentsline {chapter}{\numberline {A}Tablas de Resultados}{97}}
\@writefile{lof}{\addvspace {10\p@ }}
\@writefile{lot}{\addvspace {10\p@ }}
\newlabel{TResult}{{A}{97}}
\@writefile{toc}{\contentsline {section}{\numberline {A.1}Inferencia Sem\'antica vs Dispersi\'on}{97}}
\gdef \LT@iii {\LT@entry 
    {1}{57.77643pt}\LT@entry 
    {5}{68.1383pt}\LT@entry 
    {5}{68.1383pt}\LT@entry 
    {1}{57.77643pt}\LT@entry 
    {5}{68.1383pt}\LT@entry 
    {5}{68.1383pt}}
\@writefile{lot}{\contentsline {table}{\numberline {A.1}{\ignorespaces  Comparativa del algoritmos de inferencia sem\IeC {\'a}ntica vs dispersi\IeC {\'o}n. }}{98}}
\newlabel{ta:infvsdisp}{{A.1}{98}}
\@writefile{toc}{\contentsline {section}{\numberline {A.2}Impacto de las propiedades Sem\IeC {\'a}nticas en la Estimaci\IeC {\'o}n de las Predicciones usando el algoritmo por dispersi\IeC {\'o}n.}{99}}
\gdef \LT@iv {\LT@entry 
    {1}{63.10144pt}\LT@entry 
    {5}{44.63855pt}\LT@entry 
    {5}{44.63855pt}\LT@entry 
    {5}{44.63855pt}\LT@entry 
    {5}{44.63855pt}\LT@entry 
    {1}{56.90971pt}\LT@entry 
    {1}{46.71527pt}\LT@entry 
    {1}{61.75pt}}
\@writefile{lot}{\contentsline {table}{\numberline {A.2}{\ignorespaces Comparaci\IeC {\'o}n de MAE de los 100 usuarios para las diferentes combinaciones en el algoritmo por dispersi\IeC {\'o}n.}}{102}}
\newlabel{ta:dispersionVSis}{{A.2}{102}}
\@writefile{toc}{\contentsline {section}{\numberline {A.3}Impacto de las propiedades sem\IeC {\'a}nticas en el algoritmo de inferencia sem\IeC {\'a}ntica.}{103}}
\gdef \LT@v {\LT@entry 
    {2}{57.77643pt}\LT@entry 
    {2}{56.90971pt}\LT@entry 
    {5}{44.63855pt}\LT@entry 
    {2}{45.43748pt}\LT@entry 
    {5}{44.63855pt}\LT@entry 
    {2}{46.71527pt}\LT@entry 
    {5}{44.63855pt}\LT@entry 
    {5}{44.63855pt}\LT@entry 
    {5}{44.63855pt}}
\@writefile{lot}{\contentsline {table}{\numberline {A.3}{\ignorespaces Impacto de las propiedades sem\IeC {\'a}nticas en el algoritmo de recomendaci\IeC {\'o}n por inferencia sem\IeC {\'a}ntica}}{106}}
\newlabel{ta:impprop}{{A.3}{106}}
\@writefile{toc}{\contentsline {section}{\numberline {A.4}Impacto del uso y la retro-alimentaci\'on en la estimaci\'on de pedicciones.}{107}}
\gdef \LT@vi {\LT@entry 
    {1}{77.49307pt}\LT@entry 
    {5}{68.1383pt}\LT@entry 
    {1}{77.49307pt}\LT@entry 
    {5}{68.1383pt}\LT@entry 
    {1}{77.49307pt}\LT@entry 
    {5}{68.1383pt}}
\@writefile{lot}{\contentsline {table}{\numberline {A.4}{\ignorespaces Reducci\IeC {\'o}n del error a mendida que se incrementa el n\IeC {\'u}mero de calificaciones.}}{108}}
\newlabel{ta:numCalif}{{A.4}{108}}
\@writefile{toc}{\contentsline {section}{\numberline {A.5}M\IeC {\'o}dulo de \gls {KNNlabel}.}{109}}
\@writefile{toc}{\contentsline {subsection}{\numberline {A.5.1}Vecinos cercanos encontrados para aquellos usuarios con al menos un vecino.}{109}}
\gdef \LT@vii {\LT@entry 
    {1}{75.24306pt}\LT@entry 
    {1}{150.33617pt}\LT@entry 
    {1}{194.78755pt}}
\@writefile{lot}{\contentsline {table}{\numberline {A.5}{\ignorespaces Porcentaje de usuarios con al menos un vecino cercano.}}{110}}
\newlabel{ta:promedioUsuarios}{{A.5}{110}}
\@writefile{toc}{\contentsline {section}{\numberline {A.6}Inferencia sem\IeC {\'a}ntica vs \gls {KNNlabel}.}{111}}
\gdef \LT@viii {\LT@entry 
    {1}{39.37364pt}\LT@entry 
    {5}{68.1383pt}\LT@entry 
    {5}{68.1383pt}\LT@entry 
    {1}{39.37364pt}\LT@entry 
    {5}{68.1383pt}\LT@entry 
    {5}{68.1383pt}}
\@writefile{lot}{\contentsline {table}{\numberline {A.6}{\ignorespaces Comparativa del algoritmos de inferencia sem\IeC {\'a}ntica vs \gls {KNNlabel}}}{112}}
\newlabel{ta:KNNVSIS}{{A.6}{112}}
\@writefile{toc}{\contentsline {part}{Acr\'onimos}{114}}
\bibdata{biblioG}
\bibcite{AvatarLpez2010property}{1}
\bibcite{avatarSemantics}{2}
\bibcite{cantador2008multilayer}{3}
\bibcite{codinaC10}{4}
\bibcite{juayek}{5}
\bibcite{evulutionSemantic}{6}
\bibcite{architectureWeb}{7}
\@writefile{toc}{\contentsline {part}{Bibliograf\'ia.}{115}}
\bibcite{blanco2008flexibleAvatar}{8}
\bibcite{imdbPoca}{9}
\bibcite{OurPaper}{10}
\bibcite{kashyap2008semantic}{11}
\bibcite{antoniou2004semantic}{12}
\bibcite{berners2001semantic}{13}
\bibcite{antoniou2004semanticKey}{14}
\bibcite{semanticweb}{15}
\bibcite{kifer2005realistic}{16}
\bibcite{semanticApps}{17}
\bibcite{busquet2009design}{18}
\bibcite{w3cRDF}{19}
\bibcite{w3cOWL}{20}
\bibcite{xmls}{21}
\bibcite{martin_older_2006}{22}
\bibcite{kantor2011recommender}{23}
\bibcite{foltz_dumais92}{24}
\bibcite{ceccaroni2003tv}{25}
\bibcite{schafer2001commerce}{26}
\bibcite{adomavicius2005toward}{27}
\bibcite{belkin1992information}{28}
\bibcite{yu2004probabilistic}{29}
\bibcite{balabanovic1997fab}{30}
\bibcite{sarwar2001item}{31}
\bibcite{sistemasRecomendacion}{32}
\bibcite{berners2001semantic2}{33}
\bibcite{ziegler04}{34}
\bibcite{kim2007effective}{35}
\bibcite{wang2007semantic}{36}
\bibcite{farsani2006semantic}{37}
\bibcite{jung2005rdf}{38}
\bibcite{semTree}{39}
\bibcite{semAware}{40}
\bibcite{bovino2010recomendacion}{41}
\bibcite{fernandez2006avatar}{42}
\bibcite{apacheJena}{43}
\bibcite{mySql}{44}
\bibcite{MovieLens}{45}
\bibcite{knn}{46}
\bibcite{Evaluaciones}{47}
\bibcite{EvaluacionChinos}{48}
\bibstyle{ieeetran}
